Jixue Liu

ORCID

Publication Activity (10 Years)

Years Active: 1999-2024
Publications (10 Years): 103

Top Venues

CoRR

ADC

Concurr. Comput. Pract. Exp.

AAAI

Publications

Jixue Liu, Jiuyong Li, Lin Liu, Thuc Duy Le, Feiyue Ye, Gefei Li
Fairmod: making predictions fair in multiple protected attributes. Knowl. Inf. Syst. 66 (3) (2024)
Sha Lu, Eriita G. Jones, Liang Zhao, Yu Sun, A. Kai Qin, Jixue Liu, Jiuyong Li, Prabath Abeysekara, Norman Mueller, Simon Oliver, Jim O'Hehir, Stefan Peters
Onboard AI for Fire Smoke Detection Using Hyperspectral Imagery: An Emulation for the Upcoming Kanyini Hyperscout-2 Mission. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Kui Yu
Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder. ICLR (2024)
Oscar Blessed Deho, Lin Liu, Jiuyong Li, Jixue Liu, Chen Zhan, Srecko Joksimovic
When the Past != The Future: Assessing the Impact of Dataset Drift on the Fairness of Learning Analytics Models. IEEE Trans. Learn. Technol. 17 (2024)
Zhining Shi, Christopher W. K. Chow, Jing Gao, Ke Xing, Jixue Liu, Jiuyong Li
Using Surrogate Parameters to Enhance Monitoring of Community Wastewater Management System Performance for Sustainable Operations. Sensors 24 (6) (2024)
Stefan Peters, Jixue Liu, Gunnar Keppel, Anna Wendleder, Peiliang Xu
Detecting Coseismic Landslides in GEE Using Machine Learning Algorithms on Combined Optical and Radar Imagery. Remote. Sens. 16 (10) (2024)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Wentao Gao, Thuc Duy Le
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders. AAAI (2024)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference. ICLR (2024)
Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu
Discovering Ancestral Instrumental Variables for Causal Inference From Observational Data. IEEE Trans. Neural Networks Learn. Syst. 35 (8) (2024)
Jixue Liu, Jiuyong Li, Stefan Peters, Liang Zhao
A transformer boosted UNet for smoke segmentation in complex backgrounds in multispectral LandSat imagery. CoRR (2024)
Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey. ACM Comput. Surv. 56 (5) (2024)
Debo Cheng, Yang Xie, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Yinghao Zhang, Zaiwen Feng
Disentangled Latent Representation Learning for Tackling the Confounding M-Bias Problem in Causal Inference. ICDM (2023)
Jiuyong Li, Lin Liu, Ziqi Xu, Ha Xuan Tran, Thuc Duy Le, Jixue Liu
Linking a predictive model to causal effect estimation. CoRR (2023)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu
Learning Conditional Instrumental Variable Representation for Causal Effect Estimation. CoRR (2023)
Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu
Toward Unique and Unbiased Causal Effect Estimation From Data With Hidden Variables. IEEE Trans. Neural Networks Learn. Syst. 34 (9) (2023)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference. CoRR (2023)
Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters
Personalized Interventions to Increase the Employment Success of People With Disability. IEEE Trans. Big Data 9 (6) (2023)
Jiuyong Li, Lin Liu, Shisheng Zhang, Saisai Ma, Thuc Duy Le, Jixue Liu
Causal heterogeneity discovery by bottom-up pattern search for personalised decision making. Appl. Intell. 53 (7) (2023)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu
Learning Conditional Instrumental Variable Representation for Causal Effect Estimation. ECML/PKDD (1) (2023)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Wentao Gao, Thuc Duy Le
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders. CoRR (2023)
Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Xiaomei Li, Jixue Liu, Tony Waters
Stabilising Job Survival Analysis for Disability Employment Services in Unseen Environments. KDD (2023)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le
Causal Inference with Conditional Instruments Using Deep Generative Models. AAAI (2023)
Michael Bewong, John Wondoh, Selasi Kwashie, Jixue Liu, Lin Liu, Jiuyong Li, Md Zahidul Islam, David Kernot
DATM: A Novel Data Agnostic Topic Modeling Technique With Improved Effectiveness for Both Short and Long Text. IEEE Access 11 (2023)
Ji-Young Park, Lin Liu, Jixue Liu, Jiuyong Li
Causal Disentanglement for Adversarial Defense. AI (1) (2023)
Debo Cheng, Jiuyong Li, Lin Liu, Jiji Zhang, Jixue Liu, Thuc Duy Le
Local Search for Efficient Causal Effect Estimation. IEEE Trans. Knowl. Data Eng. 35 (9) (2023)
Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Kui Yu
Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder. CoRR (2023)
Ziqi Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang
Disentangled Representation with Causal Constraints for Counterfactual Fairness. PAKDD (1) (2023)
Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Kui Yu
Causal Effect Estimation with Variational AutoEncoder and the Front Door Criterion. CoRR (2023)
Xiongren Chen, Jiuyong Li, Jixue Liu, Stefan Peters, Lin Liu, Thuc Duy Le, Anthony Walsh
Improve interpretability of Information Bottlenecks for Attribution with Layer-wise Relevance Propagation. BigData (2023)
Liang Zhao, Jixue Liu, Stefan Peters, Jiuyong Li, Norman Mueller, Simon Oliver
Learning Class-Specific Spectral Patterns to Improve Deep Learning Based Scene-Level Fire Smoke Detection from Multi-Spectral Satellite Imagery. CoRR (2023)
Debo Cheng, Yang Xie, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Yinghao Zhang, Zaiwen Feng
Disentangled Latent Representation Learning for Tackling the Confounding M-Bias Problem in Causal Inference. CoRR (2023)
Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Ke Wang
Disentangled Representation for Causal Mediation Analysis. AAAI (2023)
Oscar Blessed Deho, Srecko Joksimovic, Jiuyong Li, Chen Zhan, Jixue Liu, Lin Liu
Should Learning Analytics Models Include Sensitive Attributes? Explaining the Why. IEEE Trans. Learn. Technol. 16 (4) (2023)
Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Lin Liu, Ke Wang
Disentangled Representation for Causal Mediation Analysis. CoRR (2023)
Oscar Blessed Deho, Srecko Joksimovic, Lin Liu, Jiuyong Li, Chen Zhan, Jixue Liu
Assessing the Fairness of Course Success Prediction Models in the Face of (Un)equal Demographic Group Distribution. L@S (2023)
Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters
Decision Support for Disability Employment using Counterfactual Survival Analysis. Big Data (2022)
Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters
Recommending Personalized Interventions to Increase Employability of Disabled Jobseekers. PAKDD (3) (2022)
Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey. CoRR (2022)
Liang Zhao, Jixue Liu, Stefan Peters, Jiuyong Li, Simon Oliver, Norman Mueller
Investigating the Impact of Using IR Bands on Early Fire Smoke Detection from Landsat Imagery with a Lightweight CNN Model. Remote. Sens. 14 (13) (2022)
Jixue Liu, Jiuyong Li, Lin Liu
FastOPM - A practical method for partial match of time series. Pattern Recognit. 130 (2022)
Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters
What is the Most Effective Intervention to Increase Job Retention for this Disabled Worker? KDD (2022)
Oscar Blessed Deho, Chen Zhan, Jiuyong Li, Jixue Liu, Lin Liu, Thuc Duy Le
How do the existing fairness metrics and unfairness mitigation algorithms contribute to ethical learning analytics? Br. J. Educ. Technol. 53 (4) (2022)
Jiuyong Li, Ha Xuan Tran, Thuc Duy Le, Lin Liu, Kui Yu, Jixue Liu
Explanatory causal effects for model agnostic explanations. CoRR (2022)
Debo Cheng, Jiuyong Li, Lin Liu, Jiji Zhang, Thuc Duy Le, Jixue Liu
Ancestral Instrument Method for Causal Inference without Complete Knowledge. IJCAI (2022)
Ji-Young Park, Lin Liu, Jixue Liu, Jiuyong Li
Randomize Adversarial Defense in a Light Way. Big Data (2022)
Zhining Shi, Christopher W. K. Chow, Rolando Fabris, Jixue Liu, Bo Jin
Applications of Online UV-Vis Spectrophotometer for Drinking Water Quality Monitoring and Process Control: A Review. Sensors 22 (8) (2022)
Ziqi Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang
Disentangled Representation with Causal Constraints for Counterfactual Fairness. CoRR (2022)
Oscar Blessed Deho, Lin Liu, Srecko Joksimovic, Jiuyong Li, Chen Zhan, Jixue Liu
Assessing the Causal Impact of Online Instruction due to COVID-19 on Students' Grades and its aftermath on Grade Prediction Models. GoodIT (2022)
Debo Cheng, Jiuyong Li, Lin Liu, Jiji Zhang, Thuc Duy Le, Jixue Liu
Ancestral instrument method for causal inference without a causal graph. CoRR (2022)
Zhenlong Xu, Ziqi Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang
Assessing Classifier Fairness with Collider Bias. PAKDD (2) (2022)
Debo Cheng, Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu, Kui Yu
Sufficient dimension reduction for average causal effect estimation. Data Min. Knowl. Discov. 36 (3) (2022)
Debo Cheng, Ziqi Xu, Jiuyong Li, Lin Liu, Jixue Liu, Thuc Duy Le
Causal Inference with Conditional Instruments using Deep Generative Models. CoRR (2022)
Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu
Discovering Ancestral Instrumental Variables for Causal Inference from Observational Data. CoRR (2022)
Ji-Young Park, Lin Liu, Jiuyong Li, Jixue Liu
Training Neural Networks with Random Noise Images for Adversarial Robustness. CIKM (2021)
Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters
Recommending the Most Effective Intervention to Improve Employment for Job Seekers with Disability. KDD (2021)
Sha Lu, Lin Liu, Jiuyong Li, Thuc Duy Le, Jixue Liu
Divide and Conquer: Targeted Adversary Detection using Proximity and Dependency. ICBK (2021)
Jiuyong Li, Weijia Zhang, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu
A general framework for causal classification. Int. J. Data Sci. Anal. 11 (2) (2021)
Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Lin Liu, Jixue Liu, Yanchang Zhao, Tony Waters
Intervention Recommendation for Improving Disability Employment. IEEE BigData (2020)
Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Kui Yu, Thuc Duy Le
Causal Query in Observational Data with Hidden Variables. ECAI (2020)
Jiuyong Li, Weijia Zhang, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu
A general framework for causal classification. CoRR (2020)
Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu, Kui Yu, Thuc Duy Le
Causal query in observational data with hidden variables. CoRR (2020)
Jixue Liu, Jiuyong Li, Feiyue Ye, Lin Liu, Thuc Duy Le, Ping Xiong, Hong-Cheu Liu
Building Fair Predictive Models. Australasian Conference on Artificial Intelligence (2020)
Jiuyong Li, Lin Liu, Thuc Duy Le, Jixue Liu
Accurate data-driven prediction does not mean high reproducibility. Nat. Mach. Intell. 2 (1) (2020)
Debo Cheng, Jiuyong Li, Lin Liu, Kui Yu, Thuc Duy Le, Jixue Liu
Towards precise causal effect estimation from data with hidden variables. CoRR (2020)
Sha Lu, Lin Liu, Jiuyong Li, Thuc Duy Le, Jixue Liu
Dependency-based Anomaly Detection: Framework, Methods and Benchmark. CoRR (2020)
Zhenlong Xu, Jixue Liu, Debo Cheng, Jiuyong Li, Lin Liu, Ke Wang
Assessing the Fairness of Classifiers with Collider Bias. CoRR (2020)
Jeffery Ansah, Lin Liu, Wei Kang, Jixue Liu, Jiuyong Li
Leveraging burst in twitter network communities for event detection. World Wide Web 23 (5) (2020)
Sha Lu, Lin Liu, Jiuyong Li, Thuc Duy Le, Jixue Liu
LoPAD: A Local Prediction Approach to Anomaly Detection. PAKDD (2) (2020)
Debo Cheng, Jiuyong Li, Lin Liu, Jixue Liu
Sufficient Dimension Reduction for Average Causal Effect Estimation. CoRR (2020)
Md. Zahidul Islam, Jixue Liu, Jiuyong Li, Lin Liu, Wei Kang
Evidence Weighted Tree Ensembles for Text Classification. SIGIR (2020)
Md. Zahidul Islam, Jixue Liu, Lin Liu, Jiuyong Li, Wei Kang
Semantic Explanations in Ensemble Learning. PAKDD (1) (2019)
Jixue Liu, Selasi Kwashie, Jiuyong Li, Lin Liu, Michael Bewong
Linking Graph Entities with Multiplicity and Provenance. CoRR (2019)
Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li, Kim-Kwang Raymond Choo
A relative privacy model for effective privacy preservation in transactional data. Concurr. Comput. Pract. Exp. 31 (23) (2019)
Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li
Privacy preserving serial publication of transactional data. Inf. Syst. 82 (2019)
Selasi Kwashie, Jixue Liu, Jiuyong Li, Lin Liu, Markus Stumptner, Lujing Yang
Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs). Proc. VLDB Endow. 12 (6) (2019)
Hong-Cheu Liu, Jixue Liu
On the Expressive Power of Logics on Constraint Databases with Complex Objects. J. Comput. Sci. Technol. 34 (4) (2019)
Xiaofeng Ding, Yangling Ou, Jianhong Jia, Hai Jin, Jixue Liu
Efficient subgraph search on large anonymized graphs. Concurr. Comput. Pract. Exp. 31 (23) (2019)
Jiuyong Li, Saisai Ma, Lin Liu, Thuc Duy Le, Jixue Liu, Yizhao Han
Identify treatment effect patterns for personalised decisions. CoRR (2019)
Md. Zahidul Islam, Jixue Liu, Jiuyong Li, Lin Liu, Wei Kang
A Semantics Aware Random Forest for Text Classification. CIKM (2019)
Tao Hoang, Jixue Liu, Elizabeth Roughead, Nicole Pratt, Jiuyong Li
Supervised signal detection for adverse drug reactions in medication dispensing data. Comput. Methods Programs Biomed. 161 (2018)
Zan Zhang, Jiuyong Li, Hao Wang, Lin Liu, Jixue Liu
Which Type of Classifier to Use for Networked Data, Connectivity Based or Feature Based? WISE (1) (2018)
Jeffery Ansah, Wei Kang, Lin Liu, Jixue Liu, Jiuyong Li
SensorTree: Bursty Propagation Trees as Sensors for Protest Event Detection. WISE (1) (2018)
Jeffery Ansah, Wei Kang, Lin Liu, Jixue Liu, Jiuyong Li
Information Propagation Trees for Protest Event Prediction. PAKDD (3) (2018)
Tao Hoang, Jixue Liu, Nicole Pratt, Vincent W. Zheng, Kevin Chen-Chuan Chang, Elizabeth Roughead, Jiuyong Li
Authenticity and credibility aware detection of adverse drug events from social media. Int. J. Medical Informatics 120 (2018)
Jixue Liu, Jiuyong Li, Lin Liu, Thuc Duy Le, Feiyue Ye, Gefei Li
FairMod - Making Predictive Models Discrimination Aware. CoRR (2018)
Tao Hoang, Jixue Liu, Nicole Pratt, Vincent W. Zheng, Kevin Chen-Chuan Chang, Elizabeth Roughead, Jiuyong Li
Authenticity and credibility aware detection of adverse drug events from social media. Int. J. Medical Informatics 120 (2018)
Jixue Liu, Jiuyong Li, Feiyue Ye, Lin Liu, Thuc Duy Le, Ping Xiong
An exploration of algorithmic discrimination in data and classification. CoRR (2018)
Markus Stumptner, Wolfgang Mayer, Georg Grossmann, Jixue Liu, Wenhao Li, Pompeu Casanovas, Louis de Koker, Danuta Mendelson, David Watts, Bridget Bainbridge
An Architecture for Establishing Legal Semantic Workflows in the Context of Integrated Law Enforcement. AICOL (2017)
Junhu Wang, Jeffrey Xu Yu, Jixue Liu, Chaoyi Pang
A revised result on chasing tree patterns under schema graphs. Inf. Process. Lett. 119 (2017)
Shasi Pokharel, Kim-Kwang Raymond Choo, Jixue Liu
Can Android VoIP voice conversations be decoded? I can eavesdrop on your Android VoIP communication. Concurr. Comput. Pract. Exp. 29 (7) (2017)
Jiuyong Li, Jixue Liu, Lin Liu, Thuc Duy Le, Saisai Ma, Yizhao Han
Discrimination detection by causal effect estimation. IEEE BigData (2017)
Markus Stumptner, Wolfgang Mayer, Georg Grossmann, Jixue Liu, Wenhao Li, Pompeu Casanovas, Louis de Koker, Danuta Mendelson, David Watts, Bridget Bainbridge
An Architecture for Establishing Legal Semantic Workflows in the Context of Integrated Law Enforcement. CoRR (2017)
Wei Kang, Jie Chen, Jiuyong Li, Jixue Liu, Lin Liu, Grant Osborne, Nick Lothian, Brenton Cooper, Terry Moschou, Grant Neale
Carbon: Forecasting Civil Unrest Events by Monitoring News and Social Media. ADMA (2017)
Jiuyong Li, Lin Liu, Jixue Liu, Ryan Green
Building Diversified Multiple Trees for classification in high dimensional noisy biomedical data. Health Inf. Sci. Syst. 5 (1) (2017)
Jiuyong Li, Saisai Ma, Thuc Duy Le, Lin Liu, Jixue Liu
Causal Decision Trees. IEEE Trans. Knowl. Data Eng. 29 (2) (2017)
Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li, Kim-Kwang Raymond Choo
A Relative Privacy Model for Effective Privacy Preservation in Transactional Data. TrustCom/BigDataSE/ICESS (2017)
Shasi Pokharel, Kim-Kwang Raymond Choo, Jixue Liu
Mobile cloud security: An adversary model for lightweight browser security. Comput. Stand. Interfaces 49 (2017)
Michael Bewong, Jixue Liu, Lin Liu, Jiuyong Li
Utility Aware Clustering for Publishing Transactional Data. PAKDD (2) (2017)
Jiuyong Li, Muzammil M. Baig, A. H. M. Sarowar Sattar, Xiaofeng Ding, Jixue Liu, Millist W. Vincent
A hybrid approach to prevent composition attacks for independent data releases. Inf. Sci. (2016)
Jiuyong Li, Thuc Duy Le, Lin Liu, Jixue Liu, Zhou Jin, Bing-Yu Sun, Saisai Ma
From Observational Studies to Causal Rule Mining. ACM Trans. Intell. Syst. Technol. 7 (2) (2016)

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Publication Activity (10 Years)

Top Topics

Top Venues

Jixue Liu